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Event-Driven AutomationAI systemIntermediate

Telegram AI Assistant and Memory Manager

Telegram AI Assistant and Memory Manager is a 28-node automation blueprint connecting OpenAI, Telegram, Baserow. Inspect its trigger, execution graph, branches, and implementation requirements.

Live system map / verified archive

The entire automation, wired and inspectable.

Brand marks identify the operational stack. Focus or select any node to isolate its real incoming and outgoing connections.

28

Nodes

33

Edges

6

Zones

System stack

4 integrations

  • OpenAI
  • Telegram
  • Baserow
  • PostgreSQL
Telegram AI Assistant and Memory Manager interactive execution graphStructural view of 28 workflow nodes and 33 visible connections. Focus any node to inspect its connected path. Parameters and credentials are intentionally excluded.Listen for Telegram Events. Telegram node, webhook. 0 incoming and 1 outgoing connections.Listen for Telegram EventsTELEGRAMWEBHOOK0 IN / 1 OUTValidation. transform node, set. 1 incoming and 1 outgoing connections.ValidationTRANSFORMSET1 IN / 1 OUTCheck User & Chat ID. decision node, if. 1 incoming and 2 outgoing connections.Check User & Chat IDDECISIONIF1 IN / 2 OUTImage Schema1. transform node, set. 1 incoming and 2 outgoing connections.Image Schema1TRANSFORMSET1 IN / 2 OUTGet Image. Telegram node, telegram. 1 incoming and 1 outgoing connections.Get ImageTELEGRAMTELEGRAM1 IN / 1 OUTError message. Telegram node, telegram. 2 incoming and 0 outgoing connections.Error messageTELEGRAMTELEGRAM2 IN / 0 OUTMessage Router. decision node, switch. 1 incoming and 4 outgoing connections.Message RouterDECISIONSWITCH1 IN / 4 OUTcaption. transform node, splitOut. 1 incoming and 1 outgoing connections.captionTRANSFORMSPLITOUT1 IN / 1 OUTExtract from File to Base64. integration node, extractFromFile. 1 incoming and 1 outgoing connections.Extract from File to Base64INTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTConvert to Image File. integration node, convertToFile. 1 incoming and 1 outgoing connections.Convert to Image FileINTEGRATIONCONVERTTOFILE1 IN / 1 OUTAnalyze Image. OpenAI node, openAi. 1 incoming and 1 outgoing connections.Analyze ImageOPENAIOPENAI1 IN / 1 OUTGet Audio File. Telegram node, telegram. 1 incoming and 1 outgoing connections.Get Audio FileTELEGRAMTELEGRAM1 IN / 1 OUTTranscribe Recording. OpenAI node, openAi. 1 incoming and 2 outgoing connections.Transcribe RecordingOPENAIOPENAI1 IN / 2 OUTEdit Fields. transform node, set. 1 incoming and 2 outgoing connections.Edit FieldsTRANSFORMSET1 IN / 2 OUTMerge1. decision node, merge. 2 incoming and 1 outgoing connections.Merge1DECISIONMERGE2 IN / 1 OUTEdit Fields1. transform node, set. 1 incoming and 2 outgoing connections.Edit Fields1TRANSFORMSET1 IN / 2 OUTMerge. decision node, merge. 2 incoming and 1 outgoing connections.MergeDECISIONMERGE2 IN / 1 OUTBaserow Retrieve Memories. integration node, baserow. 3 incoming and 1 outgoing connections.Baserow Retrieve MemoriesINTEGRATIONBASEROW3 IN / 1 OUTBaserow Retrieve Notes. integration node, baserow. 3 incoming and 1 outgoing connections.Baserow Retrieve NotesINTEGRATIONBASEROW3 IN / 1 OUTAggregate. transform node, aggregate. 1 incoming and 1 outgoing connections.AggregateTRANSFORMAGGREGATE1 IN / 1 OUTAI Tools Agent. ai node, agent. 5 incoming and 2 outgoing connections.AI Tools AgentAIAGENT5 IN / 2 OUTPostgres Chat Memory. PostgreSQL node, memoryPostgresChat. 0 incoming and 1 outgoing connections.Postgres Chat MemoryPOSTGRESQLMEMORYPOSTGRESCHAT0 IN / 1 OUTgpt-4o-mini. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.gpt-4o-miniOPENAILMCHATOPENAI0 IN / 1 OUTWindow Memory (Easy Mode). ai node, memoryBufferWindow. 0 incoming and 0 outgoing connections.Window Memory (Easy Mode)AIMEMORYBUFFERWINDOW0 IN / 0 OUTChat Response. transform node, set. 1 incoming and 0 outgoing connections.Chat ResponseTRANSFORMSET1 IN / 0 OUTTelegram Response. Telegram node, telegram. 1 incoming and 0 outgoing connections.Telegram ResponseTELEGRAMTELEGRAM1 IN / 0 OUTSave Memory. integration node, baserowTool. 0 incoming and 1 outgoing connections.Save MemoryINTEGRATIONBASEROWTOOL0 IN / 1 OUTSave Note Tool. integration node, baserowTool. 0 incoming and 1 outgoing connections.Save Note ToolINTEGRATIONBASEROWTOOL0 IN / 1 OUT

Signal inspector

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triggeraidecisiontransformintegration
Scroll horizontally to inspect every zone.verified structural metadata · graph 484adcc3740e13d8Enter or click to lock · Escape to clear

Structured review

Read the workflow as a system, not a node dump.

The archived graph is grouped into operational zones, then checked against the controls needed to adapt the pattern safely. Every count below is derived from the normalized record.

01

Entry signals

1 node

Events, schedules, and unconnected roots that can start an execution.

Listen for Telegram Events

Trigger

02

Data & operations

14 nodes

Transformations and external-system actions that move the work forward.

Aggregate

Transform

Get Audio File

Integration

Edit Fields

Transform

Convert to Image File

Integration

Extract from File to Base64

Integration

Image Schema1

Transform

+ 8 more in system map
03

Intelligence & routing

10 nodes

Model calls and control points that interpret, branch, or govern the run.

gpt-4o-mini

AI reasoning

AI Tools Agent

AI reasoning

Merge

Decision

Analyze Image

AI reasoning

Transcribe Recording

AI reasoning

Message Router

Decision

+ 4 more in system map
04

Terminal actions

3 nodes

Nodes with no visible outgoing edge: the workflow’s observable outcomes.

Chat Response

Transform

Telegram Response

Integration

Error message

Integration

Provenance boundary

Inspectable does not mean redistributable.

This page publishes structural metadata extracted from a local workflow archive. Parameters, credential references, code bodies, and downloadable JSON are excluded. The route can enter indexing only after a graph match and quality gate; source licensing remains a separate promotion gate.

Graph match
prefix
Quality score
13 / 14
Raw download
Held
Crawler state
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Adjacent systems

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